{"id":"W4392624708","doi":"10.1016/j.vgie.2024.03.002","title":"Enhancing closure efficacy in antireflux mucoplasty through endoscopic hand-suturing technique","year":2024,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Closure (psychology); Surgery; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001727601,0.0002464156,0.0003596984,0.0001958452,0.00007861058,0.00007202745,0.00008673449,0.0001413318,0.0001354581],"category_scores_gemma":[0.0001373606,0.0001920088,0.0001325342,0.0004075276,0.00006108574,0.0001951087,0.00006646042,0.0003939744,0.0002709425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925933,"about_ca_system_score_gemma":0.0001627168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004468295,"about_ca_topic_score_gemma":0.00001728263,"domain_scores_codex":[0.9984688,0.00003771753,0.0003309071,0.0004626694,0.0002456958,0.0004541794],"domain_scores_gemma":[0.9993779,0.0001514207,0.00003138013,0.0003136862,0.00002589405,0.00009972086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002433014,0.001906151,0.5018849,0.00352715,0.0007514027,0.04258602,0.003188907,0.00004468959,0.4073112,0.001136481,0.002022915,0.03539681],"study_design_scores_gemma":[0.002336964,0.0005569448,0.1568675,0.002124806,0.0001324637,0.0001854382,0.00003568943,0.00003126838,0.8336981,0.0003336263,0.003560262,0.0001368993],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901876,0.001816924,0.001360455,0.0002268902,0.0005382263,0.0007506242,0.000008678511,0.000358995,0.004751617],"genre_scores_gemma":[0.9942736,0.0001023495,0.003961488,0.0001190504,0.0002851613,0.0001000226,0.00002243773,0.00004792509,0.001087958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4263868,"threshold_uncertainty_score":0.7829893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477506842711917,"score_gpt":0.3283048990471595,"score_spread":0.3035298306200403,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}